We propose Neurosymbolic Diffusion Models! We find diffusion is especially compelling for neurosymbolic approaches, combining powerful multimodal understanding with symbolic reasoning π
Read more π
MMLU-Redux Poster at NAACL 2025
MMLU-Redux just touched down at #NAACL2025! π
Wish I could be there for our "Are We Done with MMLU?" poster today (9:00-10:30am in Hall 3, Poster Session 7), but visa drama said nope π
If anyone's swinging by, give our research some love! Hit me up if you check it out! π
Image illustrating that ALM can enable Ensembling, Transfer to Bytes, and general Cross-Tokenizer Distillation.
We created Approximate Likelihood Matching, a principled (and very effective) method for *cross-tokenizer distillation*!
With ALM, you can create ensembles of models from different families, convert existing subword-level models to byte-level and a bunch moreπ§΅
π Thrilled to share our new preprint, "An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering"! π
Dive into the paper: arxiv.org/abs/2503.23415
#AI #MachineLearning #LLM #NLP #Research #QuestionAnswering #Retrieval
Today, I'm starting as an AI Safety Fellow @anthropic.com ! π
Super excited to collaborate and learn from some of the brightest minds in AI! π
madly in love with this article from @thesun.co.uk covering a paper from @rohit-saxena.bsky.social and @aryopg.bsky.social
Paper: arxiv.org/abs/2502.05092
The Sun: www.thesun.co.uk/tech/3384555...
Can multimodal LLMs truly understand research poster images?π
π We introduce PosterSumβa new multimodal benchmark for scientific poster summarization!
π Dataset: huggingface.co/datasets/rohitsaxena/PosterSum
π Paper: arxiv.org/abs/2502.17540
Garbage in, garbage out -- nice gem for the Italian-speaking folks on this platform π TLDR, in arxiv.org/abs/2406.04127 we found that MMLU contains TONS of errors, and looks like all these seamlessly propagated to this new "Global MMLU" dataset
This goes without saying: As someone from a non-English speaking country, I salute the effort to democratise LLM evaluations across languages. But we must also ensure we don't democratise mistakes.
Super Cool work from Cohere for AI! π However, this highlights a concern raised by our MMLU-Redux team (arxiv.org/abs/2406.04127): **error propagation to many languages**. Issues in MMLU (e.g., "rapid intervention to solve ebola") seem to persist in many languages. Let's solve the root cause first?
For clarity -- great project, but most of the MMLU errors we found (and fixed) in our MMLU Redux paper (arxiv.org/abs/2406.04127) are also present in this dataset. We also provide a curated version of MMLU, so it's easy to fix π
Oops! Some errors we noticed in MMLU-Redux still exist in some languages (e.g., rapid intervention to "solve" ebola). (I just checked the 2 languages that I understand: Indonesian and Malay)
A picture showing Halo's features which include heart rate, sleep cycle and SPO2 monitoring, using on-device ML.
Super excited to introduce Halo: A beginner's guide to DIY health tracking with wearables! π€β¨
Using an $11 smart ring, I'll show you how to build your own private health monitoring app. From basic metrics to advanced features like:
- Activity tracking
- HR monitoring
- Sleep analysis
and more!
Starter pack for University of Edinburgh researchers done by the amazing ramandutt4.bsky.social - go.bsky.app/KRNDkN7
Would you be so kind including me to the party? @ramandutt4.bsky.social
If youβre interested in mechanistic interpretability, I just found this starter pack and wanted to boost it (thanks for creating it @butanium.bsky.social !). Excited to have a mech interp community on bluesky π
go.bsky.app/LisK3CP
Joining the Generative AI Lab (GAIL, gail.ed.ac.uk) at the University of Edinburgh as a GAIL Fellow! Excited for what's ahead π€
π€How to achieve efficient ICL without storing a huge dataset in one prompt?
π‘Mixtures of In-Context Learners (π πΌπππ): we treat LLMs prompted with subsets of demonstrations as experts and learn a weighting function to optimise the distribution over the continuation (π§΅1/n)
Started making a list of researchers working at the intersection of healthcare, language, and computation. Please help me add more people!
Iβll be travelling to London from Wednesday to Friday for an upcoming event and would be very happy to meet up! π
I'd love to chat about my recent works (DeCoRe, MMLU-Redux, etc.). DM me if youβre around! π
DeCoRe: arxiv.org/abs/2410.18860
MMLU-Redux: arxiv.org/abs/2406.04127
I'd love to be added!
